Human pose estimation and its application to action recognition: A survey

L Song, G Yu, J Yuan, Z Liu - Journal of Visual Communication and Image …, 2021 - Elsevier
Human pose estimation aims at predicting the poses of human body parts in images or
videos. Since pose motions are often driven by some specific human actions, knowing the …

3d human pose estimation: A review of the literature and analysis of covariates

N Sarafianos, B Boteanu, B Ionescu… - Computer Vision and …, 2016 - Elsevier
Estimating the pose of a human in 3D given an image or a video has recently received
significant attention from the scientific community. The main reasons for this trend are the …

Hybrik: A hybrid analytical-neural inverse kinematics solution for 3d human pose and shape estimation

J Li, C Xu, Z Chen, S Bian… - Proceedings of the …, 2021 - openaccess.thecvf.com
Abstract Model-based 3D pose and shape estimation methods reconstruct a full 3D mesh for
the human body by estimating several parameters. However, learning the abstract …

Camera distance-aware top-down approach for 3d multi-person pose estimation from a single rgb image

G Moon, JY Chang, KM Lee - Proceedings of the IEEE/CVF …, 2019 - openaccess.thecvf.com
Although significant improvement has been achieved recently in 3D human pose estimation,
most of the previous methods only treat a single-person case. In this work, we firstly propose …

Integral human pose regression

X Sun, B Xiao, F Wei, S Liang… - Proceedings of the …, 2018 - openaccess.thecvf.com
State-of-the-art human pose estimation methods are based on heat map representation. In
spite of the good performance, the representation has a few issues in nature, such as non …

Neural body fitting: Unifying deep learning and model based human pose and shape estimation

M Omran, C Lassner, G Pons-Moll… - … conference on 3D …, 2018 - ieeexplore.ieee.org
Direct prediction of 3D body pose and shape remains a challenge even for highly
parameterized deep learning models. Mapping from the 2D image space to the prediction …

A simple yet effective baseline for 3d human pose estimation

J Martinez, R Hossain, J Romero… - Proceedings of the …, 2017 - openaccess.thecvf.com
Following the success of deep convolutional networks, state-of-the-art methods for 3d
human pose estimation have focused on deep end-to-end systems that predict 3d joint …

Vnect: Real-time 3d human pose estimation with a single rgb camera

D Mehta, S Sridhar, O Sotnychenko, H Rhodin… - Acm transactions on …, 2017 - dl.acm.org
We present the first real-time method to capture the full global 3D skeletal pose of a human
in a stable, temporally consistent manner using a single RGB camera. Our method combines …

Keep it SMPL: Automatic estimation of 3D human pose and shape from a single image

F Bogo, A Kanazawa, C Lassner, P Gehler… - Computer Vision–ECCV …, 2016 - Springer
We describe the first method to automatically estimate the 3D pose of the human body as
well as its 3D shape from a single unconstrained image. We estimate a full 3D mesh and …

Learning from synthetic humans

G Varol, J Romero, X Martin… - Proceedings of the …, 2017 - openaccess.thecvf.com
Estimating human pose, shape, and motion from images and video are fundamental
challenges with many applications. Recent advances in 2D human pose estimation use …